Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 539 |
| Missing cells | 62 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 19 |
| Duplicate rows (%) | 3.5% |
| Total size in memory | 113.8 KiB |
| Average record size in memory | 216.2 B |
Variable types
| Categorical | 9 |
|---|---|
| Numeric | 9 |
| Unsupported | 6 |
| Text | 3 |
artist_id has constant value "" | Constant |
artist_name has constant value "" | Constant |
artist_popularity has constant value "" | Constant |
| Dataset has 19 (3.5%) duplicate rows | Duplicates |
album_id is highly overall correlated with album_name and 2 other fields | High correlation |
album_name is highly overall correlated with album_id and 2 other fields | High correlation |
album_release_date is highly overall correlated with album_id and 3 other fields | High correlation |
audio_features.energy is highly overall correlated with audio_features.loudness | High correlation |
audio_features.loudness is highly overall correlated with audio_features.energy | High correlation |
disc_number is highly overall correlated with album_id and 2 other fields | High correlation |
track_popularity is highly overall correlated with album_release_date | High correlation |
disc_number is highly imbalanced (79.8%) | Imbalance |
audio_features.mode is highly imbalanced (57.3%) | Imbalance |
audio_features.time_signature is highly imbalanced (82.7%) | Imbalance |
album_name has 46 (8.5%) missing values | Missing |
explicit is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
audio_features.danceability is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
audio_features.acousticness is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
audio_features.instrumentalness is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
audio_features.tempo is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
album_total_tracks is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
audio_features.key has 97 (18.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-09 13:55:04.207584 |
|---|---|
| Analysis finished | 2024-01-09 13:55:39.002942 |
| Duration | 34.8 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
disc_number
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| 1 | |
|---|---|
| 2 | 17 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 539 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 522 | |
| 2 | 17 | 3.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 522 | |
| 2 | 17 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 522 | |
| 2 | 17 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 539 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 522 | |
| 2 | 17 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 539 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 522 | |
| 2 | 17 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 539 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 522 | |
| 2 | 17 | 3.2% |
duration_ms
Real number (ℝ)
| Distinct | 364 |
|---|---|
| Distinct (%) | 67.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236003.73 |
| Minimum | -223093 |
|---|---|
| Maximum | 613026 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 0.4% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | -223093 |
|---|---|
| 5-th percentile | 174782 |
| Q1 | 209486.5 |
| median | 233626 |
| Q3 | 259045.5 |
| 95-th percentile | 315148.7 |
| Maximum | 613026 |
| Range | 836119 |
| Interquartile range (IQR) | 49559 |
Descriptive statistics
| Standard deviation | 55019.871 |
|---|---|
| Coefficient of variation (CV) | 0.23313137 |
| Kurtosis | 16.911475 |
| Mean | 236003.73 |
| Median Absolute Deviation (MAD) | 24649 |
| Skewness | -0.87552564 |
| Sum | 1.2720601 × 108 |
| Variance | 3.0271862 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 231000 | 6 | 1.1% |
| 212600 | 5 | 0.9% |
| 247533 | 5 | 0.9% |
| 235800 | 5 | 0.9% |
| 271000 | 4 | 0.7% |
| 202960 | 3 | 0.6% |
| 255893 | 3 | 0.6% |
| 200690 | 3 | 0.6% |
| 256124 | 3 | 0.6% |
| 194206 | 3 | 0.6% |
| Other values (354) | 499 |
| Value | Count | Frequency (%) |
| -223093 | 1 | |
| -107133 | 1 | |
| 10 | 1 | |
| 1000 | 1 | |
| 3000 | 1 | |
| 83253 | 1 | |
| 131186 | 1 | |
| 146436 | 2 | |
| 148781 | 2 | |
| 150440 | 2 |
| Value | Count | Frequency (%) |
| 613026 | 1 | |
| 405906 | 1 | |
| 404680 | 1 | |
| 403933 | 1 | |
| 403887 | 1 | |
| 389213 | 1 | |
| 376466 | 1 | |
| 369120 | 1 | |
| 369066 | 1 | |
| 367146 | 2 |
explicit
Unsupported
REJECTED UNSUPPORTED
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
track_number
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.280148 |
| Minimum | 1 |
|---|---|
| Maximum | 46 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 25.1 |
| Maximum | 46 |
| Range | 45 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.9656206 |
|---|---|
| Coefficient of variation (CV) | 0.70616274 |
| Kurtosis | 2.8653451 |
| Mean | 11.280148 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.367575 |
| Sum | 6080 |
| Variance | 63.451111 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 8 | 29 | 5.4% |
| 1 | 28 | 5.2% |
| 6 | 28 | 5.2% |
| 7 | 28 | 5.2% |
| 2 | 28 | 5.2% |
| 5 | 28 | 5.2% |
| 3 | 28 | 5.2% |
| 4 | 28 | 5.2% |
| 11 | 27 | 5.0% |
| 12 | 27 | 5.0% |
| Other values (36) | 260 |
| Value | Count | Frequency (%) |
| 1 | 28 | |
| 2 | 28 | |
| 3 | 28 | |
| 4 | 28 | |
| 5 | 28 | |
| 6 | 28 | |
| 7 | 28 | |
| 8 | 29 | |
| 9 | 27 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 46 | 1 | |
| 45 | 1 | |
| 44 | 1 | |
| 43 | 1 | |
| 42 | 1 | |
| 41 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 |
track_popularity
Real number (ℝ)
HIGH CORRELATION
| Distinct | 73 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.918367 |
| Minimum | -92 |
|---|---|
| Maximum | 152 |
| Zeros | 3 |
| Zeros (%) | 0.6% |
| Negative | 6 |
| Negative (%) | 1.1% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | -92 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 51 |
| median | 69 |
| Q3 | 77 |
| 95-th percentile | 85.1 |
| Maximum | 152 |
| Range | 244 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 22.498757 |
|---|---|
| Coefficient of variation (CV) | 0.35758647 |
| Kurtosis | 15.554817 |
| Mean | 62.918367 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -2.7689799 |
| Sum | 33913 |
| Variance | 506.19407 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70 | 24 | 4.5% |
| 72 | 20 | 3.7% |
| 82 | 18 | 3.3% |
| 80 | 18 | 3.3% |
| 76 | 17 | 3.2% |
| 78 | 17 | 3.2% |
| 68 | 16 | 3.0% |
| 71 | 16 | 3.0% |
| 74 | 15 | 2.8% |
| 77 | 15 | 2.8% |
| Other values (63) | 363 |
| Value | Count | Frequency (%) |
| -92 | 1 | 0.2% |
| -85 | 1 | 0.2% |
| -75 | 1 | 0.2% |
| -71 | 1 | 0.2% |
| -70 | 1 | 0.2% |
| -69 | 1 | 0.2% |
| 0 | 3 | |
| 30 | 1 | 0.2% |
| 31 | 1 | 0.2% |
| 32 | 3 |
| Value | Count | Frequency (%) |
| 152 | 1 | 0.2% |
| 99 | 2 | 0.4% |
| 94 | 1 | 0.2% |
| 92 | 2 | 0.4% |
| 91 | 3 | |
| 90 | 2 | 0.4% |
| 89 | 1 | 0.2% |
| 88 | 4 | |
| 87 | 6 | |
| 86 | 5 |
track_id
Text
| Distinct | 513 |
|---|---|
| Distinct (%) | 95.9% |
| Missing | 4 |
| Missing (%) | 0.7% |
| Memory size | 4.3 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 21.835514 |
| Min length | 0 |
Characters and Unicode
| Total characters | 11682 |
|---|---|
| Distinct characters | 62 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 493 ? |
|---|---|
| Unique (%) | 92.1% |
Sample
| 1st row | 4WUepByoeqcedHoYhSNHRt |
|---|---|
| 2nd row | 0108kcWLnn2HlH2kedi1gn |
| 3rd row | 3Vpk1hfMAQme8VJ0SNRSkd |
| 4th row | 1OcSfkeCg9hRC2sFKB4IMJ |
| 5th row | 2k0ZEeAqzvYMcx9Qt5aClQ |
| Value | Count | Frequency (%) |
| 2ywtcwi3a83pdeg3gif4pd | 2 | 0.4% |
| 1bxfupkguatgp7am0bbdwr | 2 | 0.4% |
| 1symezit3h8uzfibcs3tyi | 2 | 0.4% |
| 1llxzfeahk9r4xuramtukw | 2 | 0.4% |
| 3xyjscvfxbyb61dyhtwiby | 2 | 0.4% |
| 4aytqfyfbx0xkc2wtcygtr | 2 | 0.4% |
| 2rk4jlnc2tpmze2af99d45 | 2 | 0.4% |
| 1smiq65isabpto6gpflbym | 2 | 0.4% |
| 6rrnnciqgzexnqk8sq9yv5 | 2 | 0.4% |
| 43ra71bccxfgd4c8gopiln | 2 | 0.4% |
| Other values (502) | 511 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 268 | 2.3% |
| 2 | 255 | 2.2% |
| 0 | 244 | 2.1% |
| 1 | 241 | 2.1% |
| 5 | 238 | 2.0% |
| 7 | 236 | 2.0% |
| 3 | 225 | 1.9% |
| 6 | 220 | 1.9% |
| 9 | 208 | 1.8% |
| c | 204 | 1.7% |
| Other values (52) | 9343 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4754 | |
| Uppercase Letter | 4628 | |
| Decimal Number | 2300 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 204 | 4.3% |
| y | 203 | 4.3% |
| q | 200 | 4.2% |
| k | 197 | 4.1% |
| z | 195 | 4.1% |
| m | 193 | 4.1% |
| x | 191 | 4.0% |
| g | 189 | 4.0% |
| f | 189 | 4.0% |
| d | 187 | 3.9% |
| Other values (16) | 2806 |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 194 | 4.2% |
| U | 192 | 4.1% |
| Y | 191 | 4.1% |
| I | 190 | 4.1% |
| R | 189 | 4.1% |
| Q | 188 | 4.1% |
| P | 187 | 4.0% |
| M | 186 | 4.0% |
| K | 186 | 4.0% |
| A | 185 | 4.0% |
| Other values (16) | 2740 |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 268 | |
| 2 | 255 | |
| 0 | 244 | |
| 1 | 241 | |
| 5 | 238 | |
| 7 | 236 | |
| 3 | 225 | |
| 6 | 220 | |
| 9 | 208 | |
| 8 | 165 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9382 | |
| Common | 2300 | 19.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 204 | 2.2% |
| y | 203 | 2.2% |
| q | 200 | 2.1% |
| k | 197 | 2.1% |
| z | 195 | 2.1% |
| V | 194 | 2.1% |
| m | 193 | 2.1% |
| U | 192 | 2.0% |
| Y | 191 | 2.0% |
| x | 191 | 2.0% |
| Other values (42) | 7422 |
Common
| Value | Count | Frequency (%) |
| 4 | 268 | |
| 2 | 255 | |
| 0 | 244 | |
| 1 | 241 | |
| 5 | 238 | |
| 7 | 236 | |
| 3 | 225 | |
| 6 | 220 | |
| 9 | 208 | |
| 8 | 165 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11682 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 268 | 2.3% |
| 2 | 255 | 2.2% |
| 0 | 244 | 2.1% |
| 1 | 241 | 2.1% |
| 5 | 238 | 2.0% |
| 7 | 236 | 2.0% |
| 3 | 225 | 1.9% |
| 6 | 220 | 1.9% |
| 9 | 208 | 1.8% |
| c | 204 | 1.7% |
| Other values (52) | 9343 |
track_name
Text
| Distinct | 332 |
|---|---|
| Distinct (%) | 61.9% |
| Missing | 3 |
| Missing (%) | 0.6% |
| Memory size | 4.3 KiB |
Length
| Max length | 84 |
|---|---|
| Median length | 56 |
| Mean length | 21.865672 |
| Min length | 0 |
Characters and Unicode
| Total characters | 11720 |
|---|---|
| Distinct characters | 67 |
| Distinct categories | 10 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 180 ? |
|---|---|
| Unique (%) | 33.6% |
Sample
| 1st row | Welcome To New York (Taylor's Version) |
|---|---|
| 2nd row | Blank Space (Taylor's Version) |
| 3rd row | Style (Taylor's Version) |
| 4th row | Out Of The Woods (Taylor's Version) |
| 5th row | All You Had To Do Was Stay (Taylor's Version) |
| Value | Count | Frequency (%) |
| version | 127 | 6.3% |
| the | 119 | 5.9% |
| taylor's | 79 | 3.9% |
| 69 | 3.4% | |
| taylor’s | 42 | 2.1% |
| you | 41 | 2.0% |
| from | 39 | 1.9% |
| vault | 31 | 1.5% |
| feat | 30 | 1.5% |
| i | 29 | 1.4% |
| Other values (413) | 1417 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1491 | 12.7% | |
| e | 1062 | 9.1% |
| o | 814 | 6.9% |
| r | 690 | 5.9% |
| a | 655 | 5.6% |
| s | 585 | 5.0% |
| n | 560 | 4.8% |
| i | 535 | 4.6% |
| t | 482 | 4.1% |
| l | 449 | 3.8% |
| Other values (57) | 4397 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7779 | |
| Uppercase Letter | 1639 | 14.0% |
| Space Separator | 1491 | 12.7% |
| Other Punctuation | 215 | 1.8% |
| Close Punctuation | 187 | 1.6% |
| Open Punctuation | 187 | 1.6% |
| Decimal Number | 104 | 0.9% |
| Dash Punctuation | 63 | 0.5% |
| Final Punctuation | 53 | 0.5% |
| Initial Punctuation | 2 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1062 | |
| o | 814 | |
| r | 690 | |
| a | 655 | 8.4% |
| s | 585 | 7.5% |
| n | 560 | 7.2% |
| i | 535 | 6.9% |
| t | 482 | 6.2% |
| l | 449 | 5.8% |
| h | 307 | 3.9% |
| Other values (15) | 1640 |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 294 | |
| V | 164 | 10.0% |
| S | 126 | 7.7% |
| B | 89 | 5.4% |
| W | 87 | 5.3% |
| F | 78 | 4.8% |
| L | 77 | 4.7% |
| I | 74 | 4.5% |
| M | 70 | 4.3% |
| O | 69 | 4.2% |
| Other values (14) | 511 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 104 | |
| . | 60 | |
| / | 18 | 8.4% |
| , | 9 | 4.2% |
| & | 8 | 3.7% |
| ? | 6 | 2.8% |
| ! | 6 | 2.8% |
| " | 4 | 1.9% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 35 | |
| 0 | 32 | |
| 2 | 29 | |
| 8 | 8 | 7.7% |
Space Separator
| Value | Count | Frequency (%) |
| 1491 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 187 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 187 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 63 |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 53 |
Initial Punctuation
| Value | Count | Frequency (%) |
| ‘ | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9418 | |
| Common | 2302 | 19.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1062 | 11.3% |
| o | 814 | 8.6% |
| r | 690 | 7.3% |
| a | 655 | 7.0% |
| s | 585 | 6.2% |
| n | 560 | 5.9% |
| i | 535 | 5.7% |
| t | 482 | 5.1% |
| l | 449 | 4.8% |
| h | 307 | 3.3% |
| Other values (39) | 3279 |
Common
| Value | Count | Frequency (%) |
| 1491 | ||
| ) | 187 | 8.1% |
| ( | 187 | 8.1% |
| ' | 104 | 4.5% |
| - | 63 | 2.7% |
| . | 60 | 2.6% |
| ’ | 53 | 2.3% |
| 1 | 35 | 1.5% |
| 0 | 32 | 1.4% |
| 2 | 29 | 1.3% |
| Other values (8) | 61 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11665 | |
| Punctuation | 55 | 0.5% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1491 | 12.8% | |
| e | 1062 | 9.1% |
| o | 814 | 7.0% |
| r | 690 | 5.9% |
| a | 655 | 5.6% |
| s | 585 | 5.0% |
| n | 560 | 4.8% |
| i | 535 | 4.6% |
| t | 482 | 4.1% |
| l | 449 | 3.8% |
| Other values (55) | 4342 |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 53 | |
| ‘ | 2 | 3.6% |
audio_features.danceability
Unsupported
REJECTED UNSUPPORTED
| Missing | 1 |
|---|---|
| Missing (%) | 0.2% |
| Memory size | 4.3 KiB |
audio_features.energy
Real number (ℝ)
HIGH CORRELATION
| Distinct | 348 |
|---|---|
| Distinct (%) | 64.8% |
| Missing | 2 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.57306518 |
| Minimum | 0.118 |
|---|---|
| Maximum | 0.949 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | 0.118 |
|---|---|
| 5-th percentile | 0.248 |
| Q1 | 0.436 |
| median | 0.589 |
| Q3 | 0.729 |
| 95-th percentile | 0.855 |
| Maximum | 0.949 |
| Range | 0.831 |
| Interquartile range (IQR) | 0.293 |
Descriptive statistics
| Standard deviation | 0.1923086 |
|---|---|
| Coefficient of variation (CV) | 0.33557894 |
| Kurtosis | -0.77669357 |
| Mean | 0.57306518 |
| Median Absolute Deviation (MAD) | 0.144 |
| Skewness | -0.23968857 |
| Sum | 307.736 |
| Variance | 0.036982598 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.634 | 6 | 1.1% |
| 0.488 | 6 | 1.1% |
| 0.386 | 5 | 0.9% |
| 0.777 | 5 | 0.9% |
| 0.747 | 5 | 0.9% |
| 0.816 | 4 | 0.7% |
| 0.459 | 4 | 0.7% |
| 0.855 | 4 | 0.7% |
| 0.361 | 4 | 0.7% |
| 0.61 | 4 | 0.7% |
| Other values (338) | 490 |
| Value | Count | Frequency (%) |
| 0.118 | 1 | |
| 0.128 | 1 | |
| 0.131 | 1 | |
| 0.151 | 1 | |
| 0.155 | 1 | |
| 0.156 | 1 | |
| 0.16 | 1 | |
| 0.161 | 1 | |
| 0.166 | 1 | |
| 0.172 | 1 |
| Value | Count | Frequency (%) |
| 0.949 | 1 | |
| 0.944 | 2 | |
| 0.934 | 1 | |
| 0.933 | 1 | |
| 0.917 | 2 | |
| 0.915 | 2 | |
| 0.909 | 1 | |
| 0.908 | 1 | |
| 0.902 | 1 | |
| 0.899 | 1 |
audio_features.key
Real number (ℝ)
ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5873606 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 97 |
| Zeros (%) | 18.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2460817 |
|---|---|
| Coefficient of variation (CV) | 0.70761425 |
| Kurtosis | -1.0943395 |
| Mean | 4.5873606 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.061883653 |
| Sum | 2468 |
| Variance | 10.537047 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 97 | |
| 7 | 95 | |
| 5 | 66 | |
| 4 | 62 | |
| 2 | 58 | |
| 9 | 38 | 7.1% |
| 1 | 26 | 4.8% |
| 6 | 24 | 4.5% |
| 8 | 23 | 4.3% |
| 10 | 22 | 4.1% |
| Other values (2) | 27 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 97 | |
| 1 | 26 | 4.8% |
| 2 | 58 | |
| 3 | 13 | 2.4% |
| 4 | 62 | |
| 5 | 66 | |
| 6 | 24 | 4.5% |
| 7 | 95 | |
| 8 | 23 | 4.3% |
| 9 | 38 | 7.1% |
| Value | Count | Frequency (%) |
| 11 | 14 | 2.6% |
| 10 | 22 | 4.1% |
| 9 | 38 | 7.1% |
| 8 | 23 | 4.3% |
| 7 | 95 | |
| 6 | 24 | 4.5% |
| 5 | 66 | |
| 4 | 62 | |
| 3 | 13 | 2.4% |
| 2 | 58 |
audio_features.loudness
Real number (ℝ)
HIGH CORRELATION
| Distinct | 448 |
|---|---|
| Distinct (%) | 83.4% |
| Missing | 2 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.5206387 |
| Minimum | -17.932 |
|---|---|
| Maximum | -1.909 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 537 |
| Negative (%) | 99.6% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | -17.932 |
|---|---|
| 5-th percentile | -12.9256 |
| Q1 | -9.287 |
| median | -6.942 |
| Q3 | -5.376 |
| 95-th percentile | -3.602 |
| Maximum | -1.909 |
| Range | 16.023 |
| Interquartile range (IQR) | 3.911 |
Descriptive statistics
| Standard deviation | 2.9331578 |
|---|---|
| Coefficient of variation (CV) | -0.39001445 |
| Kurtosis | 0.045956858 |
| Mean | -7.5206387 |
| Median Absolute Deviation (MAD) | 1.951 |
| Skewness | -0.62719954 |
| Sum | -4038.583 |
| Variance | 8.6034147 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -10.813 | 4 | 0.7% |
| -6.112 | 3 | 0.6% |
| -4.991 | 3 | 0.6% |
| -5.797 | 3 | 0.6% |
| -6.942 | 3 | 0.6% |
| -3.185 | 2 | 0.4% |
| -3.863 | 2 | 0.4% |
| -2.976 | 2 | 0.4% |
| -3.75 | 2 | 0.4% |
| -7.091 | 2 | 0.4% |
| Other values (438) | 511 |
| Value | Count | Frequency (%) |
| -17.932 | 1 | |
| -16.394 | 1 | |
| -15.91 | 1 | |
| -15.489 | 1 | |
| -15.48 | 1 | |
| -15.434 | 1 | |
| -15.065 | 1 | |
| -15.064 | 1 | |
| -15.01 | 2 | |
| -14.958 | 1 |
| Value | Count | Frequency (%) |
| -1.909 | 1 | |
| -1.953 | 1 | |
| -2.098 | 1 | |
| -2.347 | 1 | |
| -2.608 | 1 | |
| -2.622 | 1 | |
| -2.641 | 2 | |
| -2.846 | 1 | |
| -2.871 | 1 | |
| -2.881 | 1 |
audio_features.mode
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| 1 | |
|---|---|
| 0 | 47 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 539 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 492 | |
| 0 | 47 | 8.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 492 | |
| 0 | 47 | 8.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 492 | |
| 0 | 47 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 539 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 492 | |
| 0 | 47 | 8.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 539 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 492 | |
| 0 | 47 | 8.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 539 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 492 | |
| 0 | 47 | 8.7% |
audio_features.speechiness
Real number (ℝ)
| Distinct | 292 |
|---|---|
| Distinct (%) | 54.3% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05770948 |
| Minimum | 0.0231 |
|---|---|
| Maximum | 0.912 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | 0.0231 |
|---|---|
| 5-th percentile | 0.0263 |
| Q1 | 0.030525 |
| median | 0.03775 |
| Q3 | 0.0564 |
| 95-th percentile | 0.15945 |
| Maximum | 0.912 |
| Range | 0.8889 |
| Interquartile range (IQR) | 0.025875 |
Descriptive statistics
| Standard deviation | 0.073145834 |
|---|---|
| Coefficient of variation (CV) | 1.2674839 |
| Kurtosis | 58.491295 |
| Mean | 0.05770948 |
| Median Absolute Deviation (MAD) | 0.0099 |
| Skewness | 6.7363652 |
| Sum | 31.0477 |
| Variance | 0.005350313 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0275 | 7 | 1.3% |
| 0.0308 | 6 | 1.1% |
| 0.0264 | 6 | 1.1% |
| 0.0281 | 5 | 0.9% |
| 0.0273 | 5 | 0.9% |
| 0.031 | 5 | 0.9% |
| 0.0274 | 5 | 0.9% |
| 0.0323 | 5 | 0.9% |
| 0.0293 | 5 | 0.9% |
| 0.0363 | 5 | 0.9% |
| Other values (282) | 484 |
| Value | Count | Frequency (%) |
| 0.0231 | 1 | 0.2% |
| 0.0234 | 1 | 0.2% |
| 0.0239 | 1 | 0.2% |
| 0.0243 | 3 | |
| 0.0244 | 1 | 0.2% |
| 0.0245 | 1 | 0.2% |
| 0.0246 | 1 | 0.2% |
| 0.025 | 1 | 0.2% |
| 0.0251 | 1 | 0.2% |
| 0.0252 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.912 | 1 | |
| 0.721 | 1 | |
| 0.589 | 1 | |
| 0.519 | 2 | |
| 0.39 | 1 | |
| 0.364 | 1 | |
| 0.363 | 1 | |
| 0.245 | 2 | |
| 0.239 | 2 | |
| 0.201 | 1 |
audio_features.acousticness
Unsupported
REJECTED UNSUPPORTED
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
audio_features.instrumentalness
Unsupported
REJECTED UNSUPPORTED
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
audio_features.liveness
Real number (ℝ)
| Distinct | 271 |
|---|---|
| Distinct (%) | 50.4% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.16330781 |
| Minimum | 0.0335 |
|---|---|
| Maximum | 0.931 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | 0.0335 |
|---|---|
| 5-th percentile | 0.0663 |
| Q1 | 0.0965 |
| median | 0.115 |
| Q3 | 0.16225 |
| 95-th percentile | 0.3752 |
| Maximum | 0.931 |
| Range | 0.8975 |
| Interquartile range (IQR) | 0.06575 |
Descriptive statistics
| Standard deviation | 0.14180033 |
|---|---|
| Coefficient of variation (CV) | 0.86830097 |
| Kurtosis | 11.903826 |
| Mean | 0.16330781 |
| Median Absolute Deviation (MAD) | 0.025 |
| Skewness | 3.2553196 |
| Sum | 87.8596 |
| Variance | 0.020107333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.108 | 13 | 2.4% |
| 0.111 | 12 | 2.2% |
| 0.101 | 11 | 2.0% |
| 0.106 | 11 | 2.0% |
| 0.115 | 10 | 1.9% |
| 0.105 | 8 | 1.5% |
| 0.123 | 8 | 1.5% |
| 0.121 | 8 | 1.5% |
| 0.114 | 8 | 1.5% |
| 0.118 | 8 | 1.5% |
| Other values (261) | 441 |
| Value | Count | Frequency (%) |
| 0.0335 | 1 | |
| 0.0357 | 1 | |
| 0.0391 | 1 | |
| 0.0419 | 2 | |
| 0.0437 | 1 | |
| 0.0473 | 1 | |
| 0.0477 | 1 | |
| 0.054 | 1 | |
| 0.0574 | 1 | |
| 0.0576 | 1 |
| Value | Count | Frequency (%) |
| 0.931 | 1 | |
| 0.918 | 1 | |
| 0.889 | 1 | |
| 0.884 | 1 | |
| 0.867 | 1 | |
| 0.865 | 1 | |
| 0.837 | 1 | |
| 0.83 | 1 | |
| 0.815 | 1 | |
| 0.795 | 1 |
audio_features.valence
Real number (ℝ)
| Distinct | 326 |
|---|---|
| Distinct (%) | 60.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.39840983 |
| Minimum | 0.0374 |
|---|---|
| Maximum | 0.943 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | 0.0374 |
|---|---|
| 5-th percentile | 0.107 |
| Q1 | 0.23 |
| median | 0.386 |
| Q3 | 0.535 |
| 95-th percentile | 0.7464 |
| Maximum | 0.943 |
| Range | 0.9056 |
| Interquartile range (IQR) | 0.305 |
Descriptive statistics
| Standard deviation | 0.1994087 |
|---|---|
| Coefficient of variation (CV) | 0.5005115 |
| Kurtosis | -0.44167846 |
| Mean | 0.39840983 |
| Median Absolute Deviation (MAD) | 0.153 |
| Skewness | 0.37971005 |
| Sum | 214.7429 |
| Variance | 0.039763831 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.545 | 7 | 1.3% |
| 0.374 | 5 | 0.9% |
| 0.472 | 5 | 0.9% |
| 0.328 | 5 | 0.9% |
| 0.211 | 5 | 0.9% |
| 0.399 | 5 | 0.9% |
| 0.714 | 4 | 0.7% |
| 0.228 | 4 | 0.7% |
| 0.112 | 4 | 0.7% |
| 0.454 | 4 | 0.7% |
| Other values (316) | 491 |
| Value | Count | Frequency (%) |
| 0.0374 | 1 | |
| 0.0382 | 2 | |
| 0.0499 | 1 | |
| 0.0567 | 1 | |
| 0.0586 | 1 | |
| 0.0633 | 1 | |
| 0.0662 | 1 | |
| 0.068 | 1 | |
| 0.0682 | 1 | |
| 0.0734 | 1 |
| Value | Count | Frequency (%) |
| 0.943 | 1 | |
| 0.942 | 1 | |
| 0.928 | 1 | |
| 0.921 | 1 | |
| 0.92 | 2 | |
| 0.917 | 1 | |
| 0.865 | 2 | |
| 0.84 | 2 | |
| 0.838 | 1 | |
| 0.826 | 1 |
audio_features.tempo
Unsupported
REJECTED UNSUPPORTED
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| Distinct | 519 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 22 |
| Min length | 22 |
Characters and Unicode
| Total characters | 11858 |
|---|---|
| Distinct characters | 62 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 499 ? |
|---|---|
| Unique (%) | 92.6% |
Sample
| 1st row | 4WUepByoeqcedHoYhSNHRt |
|---|---|
| 2nd row | 0108kcWLnn2HlH2kedi1gn |
| 3rd row | 3Vpk1hfMAQme8VJ0SNRSkd |
| 4th row | 1OcSfkeCg9hRC2sFKB4IMJ |
| 5th row | 2k0ZEeAqzvYMcx9Qt5aClQ |
| Value | Count | Frequency (%) |
| 4y5bvroubdpr5fuwxbibzr | 2 | 0.4% |
| 3rauevgrgj1iuwdj9fds70 | 2 | 0.4% |
| 1symezit3h8uzfibcs3tyi | 2 | 0.4% |
| 6rrnnciqgzexnqk8sq9yv5 | 2 | 0.4% |
| 1zy1pqizil78gegm4xwlea | 2 | 0.4% |
| 1fzauuvbzlhz1ljax9pty6 | 2 | 0.4% |
| 1smiq65isabpto6gpflbym | 2 | 0.4% |
| 43ra71bccxfgd4c8gopiln | 2 | 0.4% |
| 1bxfupkguatgp7am0bbdwr | 2 | 0.4% |
| 1dgr1c8crmldpv6mpbimsi | 2 | 0.4% |
| Other values (509) | 519 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 271 | 2.3% |
| 2 | 260 | 2.2% |
| 0 | 252 | 2.1% |
| 1 | 247 | 2.1% |
| 5 | 242 | 2.0% |
| 7 | 242 | 2.0% |
| 3 | 230 | 1.9% |
| 6 | 222 | 1.9% |
| 9 | 209 | 1.8% |
| y | 206 | 1.7% |
| Other values (52) | 9477 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4822 | |
| Uppercase Letter | 4695 | |
| Decimal Number | 2341 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 206 | 4.3% |
| q | 206 | 4.3% |
| c | 205 | 4.3% |
| z | 199 | 4.1% |
| k | 198 | 4.1% |
| m | 198 | 4.1% |
| x | 197 | 4.1% |
| g | 191 | 4.0% |
| f | 191 | 4.0% |
| w | 188 | 3.9% |
| Other values (16) | 2843 |
Uppercase Letter
| Value | Count | Frequency (%) |
| Y | 196 | 4.2% |
| V | 194 | 4.1% |
| I | 194 | 4.1% |
| R | 193 | 4.1% |
| U | 192 | 4.1% |
| P | 190 | 4.0% |
| M | 189 | 4.0% |
| A | 189 | 4.0% |
| Q | 189 | 4.0% |
| F | 189 | 4.0% |
| Other values (16) | 2780 |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 271 | |
| 2 | 260 | |
| 0 | 252 | |
| 1 | 247 | |
| 5 | 242 | |
| 7 | 242 | |
| 3 | 230 | |
| 6 | 222 | |
| 9 | 209 | |
| 8 | 166 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9517 | |
| Common | 2341 | 19.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| y | 206 | 2.2% |
| q | 206 | 2.2% |
| c | 205 | 2.2% |
| z | 199 | 2.1% |
| k | 198 | 2.1% |
| m | 198 | 2.1% |
| x | 197 | 2.1% |
| Y | 196 | 2.1% |
| V | 194 | 2.0% |
| I | 194 | 2.0% |
| Other values (42) | 7524 |
Common
| Value | Count | Frequency (%) |
| 4 | 271 | |
| 2 | 260 | |
| 0 | 252 | |
| 1 | 247 | |
| 5 | 242 | |
| 7 | 242 | |
| 3 | 230 | |
| 6 | 222 | |
| 9 | 209 | |
| 8 | 166 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11858 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 271 | 2.3% |
| 2 | 260 | 2.2% |
| 0 | 252 | 2.1% |
| 1 | 247 | 2.1% |
| 5 | 242 | 2.0% |
| 7 | 242 | 2.0% |
| 3 | 230 | 1.9% |
| 6 | 222 | 1.9% |
| 9 | 209 | 1.8% |
| y | 206 | 1.7% |
| Other values (52) | 9477 |
audio_features.time_signature
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 4.3 KiB |
| 4.0 | |
|---|---|
| 3.0 | 14 |
| 5.0 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1614 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 4.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 517 | |
| 3.0 | 14 | 2.6% |
| 5.0 | 7 | 1.3% |
| (Missing) | 1 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 517 | |
| 3.0 | 14 | 2.6% |
| 5.0 | 7 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 538 | |
| 0 | 538 | |
| 4 | 517 | |
| 3 | 14 | 0.9% |
| 5 | 7 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1076 | |
| Other Punctuation | 538 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 4 | 517 | |
| 3 | 14 | 1.3% |
| 5 | 7 | 0.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 538 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1614 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 538 | |
| 0 | 538 | |
| 4 | 517 | |
| 3 | 14 | 0.9% |
| 5 | 7 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1614 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 538 | |
| 0 | 538 | |
| 4 | 517 | |
| 3 | 14 | 0.9% |
| 5 | 7 | 0.4% |
artist_id
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| 06HL4z0CvFAxyc27GX |
|---|
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 18 |
| Min length | 18 |
Characters and Unicode
| Total characters | 9702 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 06HL4z0CvFAxyc27GX |
|---|---|
| 2nd row | 06HL4z0CvFAxyc27GX |
| 3rd row | 06HL4z0CvFAxyc27GX |
| 4th row | 06HL4z0CvFAxyc27GX |
| 5th row | 06HL4z0CvFAxyc27GX |
Common Values
| Value | Count | Frequency (%) |
| 06HL4z0CvFAxyc27GX | 539 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 06hl4z0cvfaxyc27gx | 539 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1078 | 11.1% |
| A | 539 | 5.6% |
| G | 539 | 5.6% |
| 7 | 539 | 5.6% |
| 2 | 539 | 5.6% |
| c | 539 | 5.6% |
| y | 539 | 5.6% |
| x | 539 | 5.6% |
| F | 539 | 5.6% |
| 6 | 539 | 5.6% |
| Other values (7) | 3773 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3773 | |
| Decimal Number | 3234 | |
| Lowercase Letter | 2695 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 539 | |
| G | 539 | |
| F | 539 | |
| C | 539 | |
| L | 539 | |
| H | 539 | |
| X | 539 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1078 | |
| 7 | 539 | |
| 2 | 539 | |
| 6 | 539 | |
| 4 | 539 |
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 539 | |
| y | 539 | |
| x | 539 | |
| v | 539 | |
| z | 539 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6468 | |
| Common | 3234 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 539 | |
| G | 539 | |
| c | 539 | |
| y | 539 | |
| x | 539 | |
| F | 539 | |
| v | 539 | |
| C | 539 | |
| z | 539 | |
| L | 539 | |
| Other values (2) | 1078 |
Common
| Value | Count | Frequency (%) |
| 0 | 1078 | |
| 7 | 539 | |
| 2 | 539 | |
| 6 | 539 | |
| 4 | 539 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9702 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1078 | 11.1% |
| A | 539 | 5.6% |
| G | 539 | 5.6% |
| 7 | 539 | 5.6% |
| 2 | 539 | 5.6% |
| c | 539 | 5.6% |
| y | 539 | 5.6% |
| x | 539 | 5.6% |
| F | 539 | 5.6% |
| 6 | 539 | 5.6% |
| Other values (7) | 3773 |
artist_name
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| Taylor Swift |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Characters and Unicode
| Total characters | 6468 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Taylor Swift |
|---|---|
| 2nd row | Taylor Swift |
| 3rd row | Taylor Swift |
| 4th row | Taylor Swift |
| 5th row | Taylor Swift |
Common Values
| Value | Count | Frequency (%) |
| Taylor Swift | 539 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| taylor | 539 | |
| swift | 539 |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 539 | |
| a | 539 | |
| y | 539 | |
| l | 539 | |
| o | 539 | |
| r | 539 | |
| 539 | ||
| S | 539 | |
| w | 539 | |
| i | 539 | |
| Other values (2) | 1078 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4851 | |
| Uppercase Letter | 1078 | 16.7% |
| Space Separator | 539 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 539 | |
| y | 539 | |
| l | 539 | |
| o | 539 | |
| r | 539 | |
| w | 539 | |
| i | 539 | |
| f | 539 | |
| t | 539 |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 539 | |
| S | 539 |
Space Separator
| Value | Count | Frequency (%) |
| 539 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5929 | |
| Common | 539 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 539 | |
| a | 539 | |
| y | 539 | |
| l | 539 | |
| o | 539 | |
| r | 539 | |
| S | 539 | |
| w | 539 | |
| i | 539 | |
| f | 539 |
Common
| Value | Count | Frequency (%) |
| 539 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6468 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 539 | |
| a | 539 | |
| y | 539 | |
| l | 539 | |
| o | 539 | |
| r | 539 | |
| 539 | ||
| S | 539 | |
| w | 539 | |
| i | 539 | |
| Other values (2) | 1078 |
artist_popularity
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| 120 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1617 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 120 |
|---|---|
| 2nd row | 120 |
| 3rd row | 120 |
| 4th row | 120 |
| 5th row | 120 |
Common Values
| Value | Count | Frequency (%) |
| 120 | 539 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 120 | 539 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 539 | |
| 2 | 539 | |
| 0 | 539 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1617 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 539 | |
| 2 | 539 | |
| 0 | 539 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1617 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 539 | |
| 2 | 539 | |
| 0 | 539 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1617 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 539 | |
| 2 | 539 | |
| 0 | 539 |
album_id
Categorical
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| 1MPAXuTVL2Ej5x0JHiSPq8 | |
|---|---|
| 1NAmidJlEaVgA3MpcPFYGq | 36 |
| 0PZ7lAru5FDFHuirTkWe9Z | 34 |
| 6kZ42qRrzov54LcAk4onW9 | 30 |
| 4hDok0OAJd57SGIT8xuWJH | 26 |
| Other values (21) |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 22 |
| Min length | 22 |
Characters and Unicode
| Total characters | 11858 |
|---|---|
| Distinct characters | 62 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1o59UpKw81iHR0HPiSkJR0 |
|---|---|
| 2nd row | 1o59UpKw81iHR0HPiSkJR0 |
| 3rd row | 1o59UpKw81iHR0HPiSkJR0 |
| 4th row | 1o59UpKw81iHR0HPiSkJR0 |
| 5th row | 1o59UpKw81iHR0HPiSkJR0 |
Common Values
| Value | Count | Frequency (%) |
| 1MPAXuTVL2Ej5x0JHiSPq8 | 46 | 8.5% |
| 1NAmidJlEaVgA3MpcPFYGq | 36 | 6.7% |
| 0PZ7lAru5FDFHuirTkWe9Z | 34 | 6.3% |
| 6kZ42qRrzov54LcAk4onW9 | 30 | 5.6% |
| 4hDok0OAJd57SGIT8xuWJH | 26 | 4.8% |
| 1fnJ7k0bllNfL1kVdNVW1A | 24 | 4.5% |
| 6S6JQWzUrJVcJLK4fi74Fw | 22 | 4.1% |
| 1KVKqWeRuXsJDLTW0VuD29 | 22 | 4.1% |
| 1o59UpKw81iHR0HPiSkJR0 | 22 | 4.1% |
| 5AEDGbliTTfjOB8TSm1sxt | 22 | 4.1% |
| Other values (16) | 255 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1mpaxutvl2ej5x0jhispq8 | 46 | 8.5% |
| 1namidjleavga3mpcpfygq | 36 | 6.7% |
| 0pz7laru5fdfhuirtkwe9z | 34 | 6.3% |
| 6kz42qrrzov54lcak4onw9 | 30 | 5.6% |
| 4hdok0oajd57sgit8xuwjh | 26 | 4.8% |
| 1fnj7k0bllnfl1kvdnvw1a | 24 | 4.5% |
| 6s6jqwzurjvcjlk4fi74fw | 22 | 4.1% |
| 1kvkqweruxsjdltw0vud29 | 22 | 4.1% |
| 1o59upkw81ihr0hpiskjr0 | 22 | 4.1% |
| 5aedgblittfjob8tsm1sxt | 22 | 4.1% |
| Other values (16) | 255 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 403 | 3.4% |
| J | 403 | 3.4% |
| A | 353 | 3.0% |
| V | 316 | 2.7% |
| 4 | 305 | 2.6% |
| 0 | 291 | 2.5% |
| T | 279 | 2.4% |
| W | 275 | 2.3% |
| 2 | 269 | 2.3% |
| P | 265 | 2.2% |
| Other values (52) | 8699 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 5120 | |
| Lowercase Letter | 4308 | |
| Decimal Number | 2430 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 403 | 7.9% |
| A | 353 | 6.9% |
| V | 316 | 6.2% |
| T | 279 | 5.4% |
| W | 275 | 5.4% |
| P | 265 | 5.2% |
| S | 259 | 5.1% |
| Z | 244 | 4.8% |
| F | 240 | 4.7% |
| H | 233 | 4.6% |
| Other values (16) | 2253 |
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 263 | 6.1% |
| c | 252 | 5.8% |
| i | 252 | 5.8% |
| k | 238 | 5.5% |
| q | 222 | 5.2% |
| f | 214 | 5.0% |
| g | 209 | 4.9% |
| o | 191 | 4.4% |
| x | 181 | 4.2% |
| t | 177 | 4.1% |
| Other values (16) | 2109 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 403 | |
| 4 | 305 | |
| 0 | 291 | |
| 2 | 269 | |
| 5 | 241 | |
| 6 | 223 | |
| 9 | 194 | |
| 7 | 189 | |
| 8 | 180 | |
| 3 | 135 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9428 | |
| Common | 2430 | 20.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| J | 403 | 4.3% |
| A | 353 | 3.7% |
| V | 316 | 3.4% |
| T | 279 | 3.0% |
| W | 275 | 2.9% |
| P | 265 | 2.8% |
| u | 263 | 2.8% |
| S | 259 | 2.7% |
| c | 252 | 2.7% |
| i | 252 | 2.7% |
| Other values (42) | 6511 |
Common
| Value | Count | Frequency (%) |
| 1 | 403 | |
| 4 | 305 | |
| 0 | 291 | |
| 2 | 269 | |
| 5 | 241 | |
| 6 | 223 | |
| 9 | 194 | |
| 7 | 189 | |
| 8 | 180 | |
| 3 | 135 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11858 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 403 | 3.4% |
| J | 403 | 3.4% |
| A | 353 | 3.0% |
| V | 316 | 2.7% |
| 4 | 305 | 2.6% |
| 0 | 291 | 2.5% |
| T | 279 | 2.4% |
| W | 275 | 2.3% |
| 2 | 269 | 2.3% |
| P | 265 | 2.2% |
| Other values (52) | 8699 |
album_name
Categorical
HIGH CORRELATION MISSING
| Distinct | 25 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 46 |
| Missing (%) | 8.5% |
| Memory size | 4.3 KiB |
| Lover | |
|---|---|
| folklore: the long pond studio sessions (from the Disney+ special) [deluxe edition] | 34 |
| Red (Taylor's Version) | 30 |
| Fearless (Taylor's Version) | 26 |
| Midnights (The Til Dawn Edition) | 24 |
| Other values (20) |
Length
| Max length | 83 |
|---|---|
| Median length | 26 |
| Mean length | 23.748479 |
| Min length | 0 |
Characters and Unicode
| Total characters | 11708 |
|---|---|
| Distinct characters | 49 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1989 (Taylor's Version) [Deluxe] |
|---|---|
| 2nd row | 1989 (Taylor's Version) [Deluxe] |
| 3rd row | 1989 (Taylor's Version) [Deluxe] |
| 4th row | 1989 (Taylor's Version) [Deluxe] |
| 5th row | 1989 (Taylor's Version) [Deluxe] |
Common Values
| Value | Count | Frequency (%) |
| Lover | 36 | 6.7% |
| folklore: the long pond studio sessions (from the Disney+ special) [deluxe edition] | 34 | 6.3% |
| Red (Taylor's Version) | 30 | 5.6% |
| Fearless (Taylor's Version) | 26 | 4.8% |
| Midnights (The Til Dawn Edition) | 24 | 4.5% |
| Speak Now (Deluxe Package) | 22 | 4.1% |
| Red (Deluxe Edition) | 22 | 4.1% |
| 1989 (Taylor's Version) [Deluxe] | 22 | 4.1% |
| Speak Now (Taylor's Version) | 22 | 4.1% |
| 1989 (Taylor's Version) | 21 | 3.9% |
| Other values (15) | 234 | |
| (Missing) | 46 | 8.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| version | 171 | 10.6% |
| deluxe | 153 | 9.5% |
| taylor's | 121 | 7.5% |
| edition | 119 | 7.4% |
| the | 92 | 5.7% |
| 1989 | 75 | 4.7% |
| folklore | 67 | 4.2% |
| fearless | 61 | 3.8% |
| speak | 58 | 3.6% |
| now | 58 | 3.6% |
| Other values (25) | 634 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1222 | 10.4% |
| 1132 | 9.7% | |
| o | 896 | 7.7% |
| i | 765 | 6.5% |
| s | 709 | 6.1% |
| l | 627 | 5.4% |
| r | 625 | 5.3% |
| n | 606 | 5.2% |
| a | 460 | 3.9% |
| t | 384 | 3.3% |
| Other values (39) | 4282 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8278 | |
| Space Separator | 1132 | 9.7% |
| Uppercase Letter | 983 | 8.4% |
| Close Punctuation | 387 | 3.3% |
| Open Punctuation | 387 | 3.3% |
| Decimal Number | 352 | 3.0% |
| Other Punctuation | 155 | 1.3% |
| Math Symbol | 34 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1222 | |
| o | 896 | |
| i | 765 | |
| s | 709 | |
| l | 627 | 7.6% |
| r | 625 | 7.6% |
| n | 606 | 7.3% |
| a | 460 | 5.6% |
| t | 384 | 4.6% |
| d | 372 | 4.5% |
| Other values (12) | 1612 |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 184 | |
| D | 143 | |
| V | 137 | |
| E | 85 | |
| S | 81 | |
| F | 69 | 7.0% |
| N | 58 | 5.9% |
| M | 57 | 5.8% |
| R | 52 | 5.3% |
| L | 44 | 4.5% |
| Other values (3) | 73 | 7.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 150 | |
| 8 | 83 | |
| 1 | 75 | |
| 3 | 20 | 5.7% |
| 0 | 16 | 4.5% |
| 2 | 8 | 2.3% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 331 | |
| ] | 56 | 14.5% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 331 | |
| [ | 56 | 14.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 121 | |
| : | 34 | 21.9% |
Space Separator
| Value | Count | Frequency (%) |
| 1132 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 34 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9261 | |
| Common | 2447 | 20.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1222 | |
| o | 896 | 9.7% |
| i | 765 | 8.3% |
| s | 709 | 7.7% |
| l | 627 | 6.8% |
| r | 625 | 6.7% |
| n | 606 | 6.5% |
| a | 460 | 5.0% |
| t | 384 | 4.1% |
| d | 372 | 4.0% |
| Other values (25) | 2595 |
Common
| Value | Count | Frequency (%) |
| 1132 | ||
| ) | 331 | 13.5% |
| ( | 331 | 13.5% |
| 9 | 150 | 6.1% |
| ' | 121 | 4.9% |
| 8 | 83 | 3.4% |
| 1 | 75 | 3.1% |
| ] | 56 | 2.3% |
| [ | 56 | 2.3% |
| + | 34 | 1.4% |
| Other values (4) | 78 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11708 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1222 | 10.4% |
| 1132 | 9.7% | |
| o | 896 | 7.7% |
| i | 765 | 6.5% |
| s | 709 | 6.1% |
| l | 627 | 5.4% |
| r | 625 | 5.3% |
| n | 606 | 5.2% |
| a | 460 | 3.9% |
| t | 384 | 3.3% |
| Other values (39) | 4282 |
album_release_date
Categorical
HIGH CORRELATION
| Distinct | 23 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| 2017-11-09 | |
|---|---|
| 2019-08-23 | |
| 2008-11-11 | 35 |
| 2020-11-25 | 34 |
| 2014-01-01 | 32 |
| Other values (18) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 5390 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2023-10-27 |
|---|---|
| 2nd row | 2023-10-27 |
| 3rd row | 2023-10-27 |
| 4th row | 2023-10-27 |
| 5th row | 2023-10-27 |
Common Values
| Value | Count | Frequency (%) |
| 2017-11-09 | 46 | 8.5% |
| 2019-08-23 | 36 | 6.7% |
| 2008-11-11 | 35 | 6.5% |
| 2020-11-25 | 34 | 6.3% |
| 2014-01-01 | 32 | 5.9% |
| 2021-11-12 | 30 | 5.6% |
| 2010-10-25 | 30 | 5.6% |
| 2021-04-09 | 26 | 4.8% |
| 2027-05-26 | 24 | 4.5% |
| 2012-10-22 | 22 | 4.1% |
| Other values (13) | 224 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2017-11-09 | 46 | 8.5% |
| 2019-08-23 | 36 | 6.7% |
| 2008-11-11 | 35 | 6.5% |
| 2020-11-25 | 34 | 6.3% |
| 2014-01-01 | 32 | 5.9% |
| 2021-11-12 | 30 | 5.6% |
| 2010-10-25 | 30 | 5.6% |
| 2021-04-09 | 26 | 4.8% |
| 2027-05-26 | 24 | 4.5% |
| 2023-10-27 | 22 | 4.1% |
| Other values (13) | 224 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1245 | |
| 2 | 1204 | |
| - | 1078 | |
| 1 | 1073 | |
| 7 | 185 | 3.4% |
| 9 | 138 | 2.6% |
| 8 | 136 | 2.5% |
| 3 | 101 | 1.9% |
| 4 | 89 | 1.7% |
| 5 | 88 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4312 | |
| Dash Punctuation | 1078 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1245 | |
| 2 | 1204 | |
| 1 | 1073 | |
| 7 | 185 | 4.3% |
| 9 | 138 | 3.2% |
| 8 | 136 | 3.2% |
| 3 | 101 | 2.3% |
| 4 | 89 | 2.1% |
| 5 | 88 | 2.0% |
| 6 | 53 | 1.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1078 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5390 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1245 | |
| 2 | 1204 | |
| - | 1078 | |
| 1 | 1073 | |
| 7 | 185 | 3.4% |
| 9 | 138 | 2.6% |
| 8 | 136 | 2.5% |
| 3 | 101 | 1.9% |
| 4 | 89 | 1.7% |
| 5 | 88 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5390 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1245 | |
| 2 | 1204 | |
| - | 1078 | |
| 1 | 1073 | |
| 7 | 185 | 3.4% |
| 9 | 138 | 2.6% |
| 8 | 136 | 2.5% |
| 3 | 101 | 1.9% |
| 4 | 89 | 1.7% |
| 5 | 88 | 1.6% |
album_total_tracks
Unsupported
REJECTED UNSUPPORTED
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| album_id | album_name | album_release_date | audio_features.energy | audio_features.key | audio_features.liveness | audio_features.loudness | audio_features.mode | audio_features.speechiness | audio_features.time_signature | audio_features.valence | disc_number | duration_ms | track_number | track_popularity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| album_id | 1.000 | 1.000 | 0.997 | 0.179 | 0.037 | 0.139 | 0.218 | 0.000 | -0.049 | 0.264 | 0.005 | 0.662 | 0.187 | -0.032 | 0.282 |
| album_name | 1.000 | 1.000 | 0.997 | -0.288 | 0.025 | -0.191 | -0.253 | 0.000 | -0.136 | 0.257 | -0.054 | 0.659 | 0.085 | -0.035 | 0.080 |
| album_release_date | 0.997 | 0.997 | 1.000 | -0.161 | -0.059 | -0.111 | -0.347 | 0.000 | 0.274 | 0.271 | -0.107 | 0.666 | -0.109 | 0.093 | 0.558 |
| audio_features.energy | 0.179 | -0.288 | -0.161 | 1.000 | 0.115 | 0.151 | 0.779 | 0.187 | 0.187 | 0.142 | 0.486 | 0.250 | -0.049 | -0.021 | -0.017 |
| audio_features.key | 0.037 | 0.025 | -0.059 | 0.115 | 1.000 | 0.123 | 0.108 | 0.272 | 0.141 | 0.152 | 0.154 | 0.000 | -0.077 | -0.019 | -0.057 |
| audio_features.liveness | 0.139 | -0.191 | -0.111 | 0.151 | 0.123 | 1.000 | 0.209 | 0.000 | 0.003 | 0.133 | -0.051 | 0.072 | 0.013 | -0.029 | -0.157 |
| audio_features.loudness | 0.218 | -0.253 | -0.347 | 0.779 | 0.108 | 0.209 | 1.000 | 0.142 | -0.150 | 0.214 | 0.349 | 0.296 | 0.083 | -0.063 | -0.155 |
| audio_features.mode | 0.000 | 0.000 | 0.000 | 0.187 | 0.272 | 0.000 | 0.142 | 1.000 | -0.169 | 0.000 | -0.013 | 0.000 | 0.055 | 0.053 | -0.060 |
| audio_features.speechiness | -0.049 | -0.136 | 0.274 | 0.187 | 0.141 | 0.003 | -0.150 | -0.169 | 1.000 | 0.203 | 0.177 | 0.000 | -0.424 | -0.016 | 0.307 |
| audio_features.time_signature | 0.264 | 0.257 | 0.271 | 0.142 | 0.152 | 0.133 | 0.214 | 0.000 | 0.203 | 1.000 | 0.143 | 0.086 | -0.143 | 0.001 | 0.052 |
| audio_features.valence | 0.005 | -0.054 | -0.107 | 0.486 | 0.154 | -0.051 | 0.349 | -0.013 | 0.177 | 0.143 | 1.000 | 0.000 | -0.262 | -0.043 | -0.005 |
| disc_number | 0.662 | 0.659 | 0.666 | 0.250 | 0.000 | 0.072 | 0.296 | 0.000 | 0.000 | 0.086 | 0.000 | 1.000 | 0.011 | -0.041 | -0.090 |
| duration_ms | 0.187 | 0.085 | -0.109 | -0.049 | -0.077 | 0.013 | 0.083 | 0.055 | -0.424 | -0.143 | -0.262 | 0.011 | 1.000 | 0.101 | -0.152 |
| track_number | -0.032 | -0.035 | 0.093 | -0.021 | -0.019 | -0.029 | -0.063 | 0.053 | -0.016 | 0.001 | -0.043 | -0.041 | 0.101 | 1.000 | -0.145 |
| track_popularity | 0.282 | 0.080 | 0.558 | -0.017 | -0.057 | -0.157 | -0.155 | -0.060 | 0.307 | 0.052 | -0.005 | -0.090 | -0.152 | -0.145 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| disc_number | duration_ms | explicit | track_number | track_popularity | track_id | track_name | audio_features.danceability | audio_features.energy | audio_features.key | audio_features.loudness | audio_features.mode | audio_features.speechiness | audio_features.acousticness | audio_features.instrumentalness | audio_features.liveness | audio_features.valence | audio_features.tempo | audio_features.id | audio_features.time_signature | artist_id | artist_name | artist_popularity | album_id | album_name | album_release_date | album_total_tracks | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 212600 | False | 1 | 77 | 4WUepByoeqcedHoYhSNHRt | Welcome To New York (Taylor's Version) | 0.757 | 0.610 | 7.0 | -4.840 | 1 | 0.0327 | 0.00942 | 0.000037 | 0.3670 | 0.685 | 116.998 | 4WUepByoeqcedHoYhSNHRt | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 1 | 1 | 231833 | False | 2 | 78 | 0108kcWLnn2HlH2kedi1gn | Blank Space (Taylor's Version) | 0.733 | 0.733 | 0.0 | -5.376 | 1 | 0.0670 | 5 | 0 | 0.1680 | 0.701 | 96.057 | 0108kcWLnn2HlH2kedi1gn | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 2 | 1 | 231000 | False | 3 | 79 | 3Vpk1hfMAQme8VJ0SNRSkd | Style (Taylor's Version) | 0.511 | 0.822 | 11.0 | -4.785 | 0 | 0.0397 | 0.000421 | 0.0197 | 0.0899 | 0.305 | 94.868 | 3Vpk1hfMAQme8VJ0SNRSkd | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 3 | 1 | 235800 | False | 4 | 78 | 1OcSfkeCg9hRC2sFKB4IMJ | Out Of The Woods (Taylor's Version) | 0.545 | 0.885 | 0.0 | -5.968 | 1 | 0.0447 | -0.000537 | 0.000056 | 0.3850 | 0.206 | 92.021 | 1OcSfkeCg9hRC2sFKB4IMJ | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 4 | 1 | 193289 | False | 5 | 77 | 2k0ZEeAqzvYMcx9Qt5aClQ | All You Had To Do Was Stay (Taylor's Version) | 0.588 | 0.721 | 0.0 | -5.579 | 1 | 0.0317 | 0.000656 | 0 | 0.1310 | 0.520 | 96.997 | 2k0ZEeAqzvYMcx9Qt5aClQ | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 5 | 1 | 219209 | False | 6 | 76 | 50yNTF0Od55qnHLxYsA5Pw | Shake It Off (Taylor's Version) | 0.636 | 0.808 | 7.0 | -5.693 | 1 | 0.0729 | 0.0121 | 0.000022 | 0.3590 | 0.917 | 160.058 | 50yNTF0Od55qnHLxYsA5Pw | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 6 | 1 | 207650 | False | 7 | 76 | 3FxJDucHWdw6caWTKO5b23 | I Wish You Would (Taylor's Version) | 0.67 | 0.858 | 0.0 | -6.528 | 1 | 0.0439 | -0.00354 | 0.000013 | 0.0687 | 0.539 | 118.009 | 3FxJDucHWdw6caWTKO5b23 | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 7 | 1 | 211103 | False | 8 | 75 | 7oZONwFiFIErZcXAtTu7FY | Bad Blood (Taylor's Version) | 0.618 | 0.683 | 7.0 | -6.438 | 1 | 0.1940 | 0.0362 | 0 | 0.3050 | 0.363 | 169.971 | 7oZONwFiFIErZcXAtTu7FY | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 8 | 1 | 220433 | False | 9 | 76 | 27exgla7YBw9DUNNcTIpjy | Wildest Dreams (Taylor's Version) | 0.589 | 0.674 | 8.0 | -7.480 | 1 | 0.0656 | 0.0436 | 0.000072 | 0.1120 | 0.514 | 139.985 | 27exgla7YBw9DUNNcTIpjy | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| 9 | 1 | 247533 | False | 10 | 76 | 733OhaXQIHY7BKtY3vnSkn | How You Get The Girl (Taylor's Version) | 0.758 | 0.691 | 5.0 | -5.798 | 1 | 0.0515 | 0.00196 | 0.000011 | 0.0939 | 0.538 | 119.997 | 733OhaXQIHY7BKtY3vnSkn | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1o59UpKw81iHR0HPiSkJR0 | 1989 (Taylor's Version) [Deluxe] | 2023-10-27 | 22 |
| disc_number | duration_ms | explicit | track_number | track_popularity | track_id | track_name | audio_features.danceability | audio_features.energy | audio_features.key | audio_features.loudness | audio_features.mode | audio_features.speechiness | audio_features.acousticness | audio_features.instrumentalness | audio_features.liveness | audio_features.valence | audio_features.tempo | audio_features.id | audio_features.time_signature | artist_id | artist_name | artist_popularity | album_id | album_name | album_release_date | album_total_tracks | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 529 | 1 | 207106 | False | 6 | 59 | 5Tj2MqcFMf60CaGsKbM1aq | The Outside | 0.589 | 0.805 | 5.0 | -4.055 | 1 | 0.0293 | 0.00491 | 0 | 0.2400 | 0.591 | 112.982 | 5Tj2MqcFMf60CaGsKbM1aq | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 530 | 1 | 248106 | False | 7 | 58 | 2zzxwmoOBnXDT0KnJsoIWk | Tied Together with a Smile | 0.479 | 0.578 | 2.0 | -4.963 | 1 | 0.0294 | 0.525 | 0 | 0.0841 | 0.192 | 146.165 | 2zzxwmoOBnXDT0KnJsoIWk | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 531 | 1 | 236053 | False | 8 | 58 | 41sjzdjScVwnxnxADElts6 | Stay Beautiful | 0.594 | 0.629 | 8.0 | -4.919 | 1 | 0.0246 | 0.0868 | 0 | 0.1370 | 0.504 | 131.597 | 41sjzdjScVwnxnxADElts6 | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 532 | 1 | 242200 | False | 9 | 65 | 6CdaXOq1MWe2JHDalTG01d | Should've Said No | 0.476 | 0.777 | 4.0 | -3.771 | 0 | 0.0289 | 0.0103 | 0 | 0.1960 | 0.472 | 167.964 | 6CdaXOq1MWe2JHDalTG01d | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 533 | 1 | 213080 | False | 10 | 60 | 2O8sogKJCfVZ4rotBv1vVF | Mary's Song (Oh My My My) | 0.403 | 0.627 | 2.0 | -5.280 | 1 | 0.0292 | 0.0177 | 0 | 0.1820 | 0.374 | 74.9 | 2O8sogKJCfVZ4rotBv1vVF | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 534 | 1 | 201106 | False | 11 | 70 | 1j6gmK6u4WNI33lMZ8dC1s | Our Song | 0.668 | 0.672 | 2.0 | -4.931 | 1 | 0.0303 | 0.111 | 0 | 0.3290 | 0.539 | 89.011 | 1j6gmK6u4WNI33lMZ8dC1s | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 535 | 1 | 213053 | False | 12 | 60 | 7CzxXgQXurKZCyHz9ufbo1 | I'm Only Me When I'm With You | 0.563 | 0.934 | 8.0 | -3.629 | 1 | 0.0646 | 2 | 0.000807 | 0.1030 | 0.518 | 143.964 | 7CzxXgQXurKZCyHz9ufbo1 | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 536 | 1 | 203226 | False | 13 | 58 | 1k3PzDNjg38cWqOvL4M9vq | Invisible | 0.612 | 0.394 | 7.0 | -5.723 | 1 | 0.0243 | 0.637 | 0 | 0.1470 | 0.233 | 96.001 | 1k3PzDNjg38cWqOvL4M9vq | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 537 | 1 | 220146 | False | 14 | 58 | 0YgHuReCSPwTXYny7isLja | A Perfectly Good Heart | 0.483 | 0.751 | 4.0 | -5.726 | 1 | 0.0365 | 0.00349 | 0 | 0.1280 | 0.268 | 156.092 | 0YgHuReCSPwTXYny7isLja | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
| 538 | 1 | 179066 | False | 15 | 58 | 1hxLyjC9D9Jpw6EAPKqWv4 | Teardrops on My Guitar - Pop Version | 0.459 | 0.753 | 10.0 | -3.827 | 1 | 0.0537 | 0.0402 | 0 | 0.0863 | 0.483 | 199.997 | 1hxLyjC9D9Jpw6EAPKqWv4 | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 5eyZZoQEFQWRHkV2xgAeBw | Taylor Swift | 1989-10-24 | Thirteen |
Most frequently occurring
| disc_number | duration_ms | track_number | track_popularity | track_id | track_name | audio_features.energy | audio_features.key | audio_features.loudness | audio_features.mode | audio_features.speechiness | audio_features.liveness | audio_features.valence | audio_features.id | audio_features.time_signature | artist_id | artist_name | artist_popularity | album_id | album_name | album_release_date | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 150440 | 17 | 72 | 1SmiQ65iSAbPto6gPFlBYm | It’s Nice To Have A Friend | 0.175 | 10.0 | -9.912 | 1 | 0.0401 | 0.1710 | 0.545 | 1SmiQ65iSAbPto6gPFlBYm | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 1 | 1 | 170640 | 1 | 77 | 43rA71bccXFGD4C8GOpIlN | I Forgot That You Existed | 0.316 | 5.0 | -10.345 | 1 | 0.5190 | 0.0812 | 0.541 | 43rA71bccXFGD4C8GOpIlN | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 2 | 1 | 171360 | 14 | 84 | 6RRNNciQGZEXnqk8SQ9yv5 | You Need To Calm Down | 0.671 | 2.0 | -5.617 | 1 | 0.0553 | 0.0637 | 0.714 | 6RRNNciQGZEXnqk8SQ9yv5 | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 3 | 1 | 173386 | 6 | 78 | 2YWtcWi3a83pdEg3Gif4Pd | I Think He Knows | 0.366 | 0.0 | -8.029 | 1 | 0.0569 | 0.0715 | 0.416 | 2YWtcWi3a83pdEg3Gif4Pd | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 4 | 1 | 178426 | 2 | 99 | 1BxfuPKGuaTgP7aM0Bbdwr | Cruel Summer | 0.702 | 9.0 | -5.707 | 1 | 0.1570 | 0.1050 | 0.564 | 1BxfuPKGuaTgP7aM0Bbdwr | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 5 | 1 | 190240 | 11 | 80 | 1LLXZFeAHK9R4xUramtUKw | London Boy | 0.710 | 1.0 | -6.639 | 1 | 0.0500 | 0.1330 | 0.557 | 1LLXZFeAHK9R4xUramtUKw | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 6 | 1 | 190360 | 4 | 86 | 3RauEVgRgj1IuWdJ9fDs70 | The Man | 0.658 | 0.0 | -5.191 | 1 | 0.0540 | 0.0901 | 0.633 | 3RauEVgRgj1IuWdJ9fDs70 | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 7 | 1 | 193000 | 16 | 80 | 2Rk4JlNc2TPmZe2af99d45 | ME! (feat. Brendon Urie of Panic! At The Disco) | 0.830 | 0.0 | -4.105 | 1 | 0.0571 | 0.1180 | 0.728 | 2Rk4JlNc2TPmZe2af99d45 | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 8 | 1 | 198533 | 10 | 79 | 2dgFqt3w9xIQRjhPtwNk3D | Death By A Thousand Cuts | 0.732 | 4.0 | -6.754 | 1 | 0.0629 | 0.3190 | 0.313 | 2dgFqt3w9xIQRjhPtwNk3D | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |
| 9 | 1 | 200306 | 13 | 78 | 5hQSXkFgbxjZo9uCwd11so | False God | 0.320 | 11.0 | -10.862 | 0 | 0.2390 | 0.1110 | 0.351 | 5hQSXkFgbxjZo9uCwd11so | 4.0 | 06HL4z0CvFAxyc27GX | Taylor Swift | 120 | 1NAmidJlEaVgA3MpcPFYGq | Lover | 2019-08-23 | 2 |